If GiveDirectly does end up using the methods described in this paper for village selection, it would be very interesting to learn how accurate the method is (of using thatched vs. non-thatched roofs to estimate depth of poverty).
The paper indicates that GiveDirectly did pilot this algorithm in 2014 but does not seem to have numbers on an accuracy increase/decrease and assigns a probable increase to consistency and elimination of human error.